Investors expect several high-profile AI companies to pursue IPOs as the market reopens for growth names with predictable revenue. OpenAI draws scrutiny for its Microsoft partnership, reported revenue scale, and legal exposure, while Databricks highlights enterprise metrics with more than $1.5 billion in ARR and the $1.3 billion MosaicML acquisition. Anthropic's financing from Amazon and Google involves cloud commitments that can affect margins and vendor concentration. CoreWeave has secured multi-billion-dollar debt and reportedly reached a $19 billion valuation while expanding GPU cloud capacity. Scale AI raised $1 billion at a reported $13 billion valuation as data curation and evaluation demand grows. Public investors plan to examine compute costs, data licensing expenses, customer concentration, governance, and lockup structures across the cohort.
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